John Campbell

Assistant Professor

  • 1003 Citations
  • 17 h-Index
20052019
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Research Output 2005 2019

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Conference contribution
2019

Accelerated experimental design for pairwise comparisons

Guo, Y., Dy, J., Erdogmus, D., Kalpathy-Cramer, J., Ostmo, S., Campbell, J., Chiang, M. & Ioannidis, S., Jan 1 2019, SIAM International Conference on Data Mining, SDM 2019. Society for Industrial and Applied Mathematics Publications, p. 432-440 9 p. (SIAM International Conference on Data Mining, SDM 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Design of experiments
Labels
Geometry

A severity score for retinopathy of prematurity

Tian, P., Ostmo, S., Guo, Y., Campbell, J., Kalpathy-Cramer, J., Chiang, M., Dy, J., Erdogmus, D. & Ioannidis, S., Jul 25 2019, KDD 2019 - Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1809-1819 11 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labels

Improved interpretability for computer-aided severity assessment of retinopathy of prematurity

Graziani, M., Brown, J. M., Andrearczyk, V., Yildiz, V., Campbell, J., Erdogmus, D., Ioannidis, S., Chiang, M., Kalpathy-Cramer, J. & Müller, H., Jan 1 2019, Medical Imaging 2019: Computer-Aided Diagnosis. Mori, K. & Hahn, H. K. (eds.). SPIE, 109501R. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 10950).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Retinopathy of Prematurity
Computer aided diagnosis
learning
curvature
Learning
2018
3 Citations (Scopus)

Experimental design under the Bradley-Terry model

Guo, Y., Tian, P., Kalpathy-Cramer, J., Ostmo, S., Campbell, J., Chiang, M., Erdogmu ş, D., Dy, J. & Ioannidis, S., Jan 1 2018, Proceedings of the 27th International Joint Conference on Artificial Intelligence, IJCAI 2018. Lang, J. (ed.). International Joint Conferences on Artificial Intelligence, Vol. 2018-July. p. 2198-2204 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Design of experiments
Labels
2 Citations (Scopus)

Fully automated disease severity assessment and treatment monitoring in retinopathy of prematurity using deep learning

Brown, J. M., Campbell, J., Beers, A., Chang, K., Donohue, K., Ostmo, S., Chan, R. V. P., Dy, J., Erdogmus, D., Ioannidis, S., Chiang, M. & Kalpathy-Cramer, J., Jan 1 2018, Medical Imaging 2018: Imaging Informatics for Healthcare, Research, and Applications. SPIE, Vol. 10579. 105790Q

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Retinopathy of Prematurity
learning
Learning
Monitoring
Infant, Premature, Diseases
2016

Toward a severity index for ROP: An unsupervised approach

Tian, P., Ataer-Cansizoglu, E., Kalpathy-Cramer, J., Ostmo, S., Jonas, K., Chan, R. V. P., Campbell, J., Chiang, M. & Erdogmus, D., Oct 13 2016, 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-October. p. 1312-1315 4 p. 7590948

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Retinopathy of Prematurity
Low Birth Weight Infant
Blindness
Probability distributions
Statistics